Prepare Data for SVD Analysis

Creating folder svd_plots/columns-windspeedKmph

Creating svd file for columns-windspeedKmph

SVD

Loading svd file for columns-windspeedKmph

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 4.3518192208483686e-14
Diff reconstruction: 0.8253357196115587

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'14184.288882607321; 2718.9121773961915; 1672.9718931382913; 1315.5411319111313; 1179.183017350939; 900.9080246837467; 790.2326356162882; 621.211219472072; 511.5142480686587; 295.3286543320715; 270.8013042493948; 3.5728324535152684e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12; 1.380532370861583e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7664337 bytes to output/columns-windspeedKmph_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-windspeedKmph_svd_files/
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Making directory ./columns-windspeedKmph_svd_files
[NbConvertApp] Writing 64104 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7089092 bytes to output/columns-windspeedKmph_svd.pdf